😌 some of us foresaw this @TonyNashNerd
..
See there is going to be transformation with AI but by no means exponential valuation was possible or the economies would absorb that much of compute demand ..
Consolidation will happen ..
Microsoft was smart in slowing down fair water data centers ..
Alphabet, Microsoft, Meta and SpaceX (AI) will make it and they already are Govt backed entities
If you are having conversations.with you friends and related content shows up in YouTube or in Meta platforms.. 😌
Vijaikumar Ramasamy retweeted
Western team have independently verified that DeepSeek's performance numbers of 38$ dollar revenue per GPU at DeepSeek's rocket bottom prices is true.
This is a momemnt when you update your priors. At this rate with just 1 GW, you can make a revenue of 150B per year.
Even with lot of slack it would be 100B per year. If you use half the compute to come online by 2027 end, you will have 25GW for inference with potentially 2.5T revenue at DeepSeek rates and 10T at USA lab rates (world GDP is 125 T, 10T is 8% of it)
You answer for your-self are we overbuilding!!!
vLLM matches DeepInfer, DeepSeek's own engine for DeepSeek-V4.1-Flash, on DeepSeek's decode configuration across batch sizes 8 to 256, and does it at DEP32 against DeepInfer’s EP64DP64.
DeepInfer was originally built on vLLM. By integrating DeepSeek's open-source kernels and extensively optimizing prefill and decode, vLLM now matches DeepInfer's performance curves.
The template Ashwini Vaishnaw has laid out for the bullet train project can be applied beyond infrastructure and the ones that do are the great companies now ..
How India is building its first bullet train.
Read!👇
🔗 ashwinivaishnaw.substack.com…
Vijaikumar Ramasamy retweeted
How India is building its first bullet train.
Read!👇
🔗 ashwinivaishnaw.substack.com…
Vijaikumar Ramasamy retweeted
And they have arrived in India ! Goosebumps ! The Amur falcons are back in Manipur, 11 days after leaving northeastern China. After all those moving dots we watched across continents and oceans, how lovely to know they are here again.
And any guesses why they stop here? Yes, the termites ! As the monsoon retreats, winged termites emerge in enormous swarms across Manipur, Nagaland and neighbouring areas. Our tiny travellers arrive just in time for this feast, rich in the fat and protein that will help carry them to Africa.
And what appetites ! Researchers estimate that a million Amur falcons can eat around two billion termites in just over a fortnight. Imagine that: an ocean crossing made possible by insects so small we barely notice them. For the next two to three weeks, they are expected to feast and rest in Tamenglong, watched over by communities who eagerly await their return. Then comes the leap that will have us holding our breath again: nearly 6,000 km to Somalia in around six days without landing, including some 3,000 km over the Arabian Sea.
Come along. Our tiny superbirds have so much more to show us as Dr Suresh and team @WII track their incredible journey. @byadavbjp @moefcc @sureshwii @wii_india
#AmurFalcons #BirdMigration #AmurFalconMigration
India, watch out for the incredible Amur falcons' journey again ! Remember Apapang, Alang and Ahu, the tiny falcons whose extraordinary journeys have kept so many of us watching and wondering ! Now they are back on our maps.
Dr Suresh of the Wildlife Institute of India tells me both are still transmitting, while Ahu stopped transmitting last year. Apapang and Alang stayed in northeastern China longer than he had expected this season. Apapang and Alang have now begun their southward journey and are expected to reach Manipur around 20 October.
For the past one year, we have been following these remarkable travellers across countries, continents and oceans. Somehow, seeing a familiar name transmitting again feels like hearing from an old friend. Come along ! Lets get ready to be stunned by this miracle of nature once again #AmurFalcons @sureshwii #BirdMigration @wii_india #AmurFalconMigration
Vijaikumar Ramasamy retweeted
New on our Frontier Red Team blog: using Claude to formally verify software at large scale.
Formal verification can prove that code is free of certain bugs, but historically it has only been feasible for small codebases (or required a lot of expert time).
With AI models, however, this is beginning to change. In collaboration with @theoremlabs, we used Claude to prove security properties in over one hundred real-world open-source libraries over the span of a few weeks.
Read our research in full here: anthropic.com/research/forma…
Vijaikumar Ramasamy retweeted
Right on cue
Remember, they’ll never let anything compete with UST’s
They’ll crash everything before they let bonds collapse
Vijaikumar Ramasamy retweeted
Replying to @MegamalaiS
Yes, sadly we are not thinking about the future and not respecting the diverse and rich ecological wealth of the state. For long WhatsApp university is setting the narrative of the state. I still remember, TN media were all asking actors abt Cauvery issue, ignoring the experts
Vijaikumar Ramasamy retweeted
It feels pretty fitting for @JensenHuang & @nvidia to end their European tour with Microducks on stage.
Microduck was designed and engineered in Europe (more precisely Bordeaux, France) by the @pollenrobotics and @huggingface teams. With American capital and ambition + Chinese manufacturing genius, it became the most popular robot of 2026 with over 15,000 sold all over the world!
I believe Europe has more opportunity to shine in AI than in any previous tech wave. We intend to prove it with @huggingface @nvidia and the whole open-source AI community in the coming years!
Let's go European AI 🇪🇺🇪🇺🇪🇺
Vijaikumar Ramasamy retweeted
I left @Apple to build healthcare that listens and acts early. Today, I'm excited to introduce UniqueHuman.
We're building proactive healthcare agents that handle every step of care for people with chronic conditions.
Our mission is to end chronic suffering. Today, we begin with migraines.
Happy VijayaDasami.
Let the new beginnings flourish and nurture the world.
May the ventures you start achieve success with divine blessings.
MiniMax M3.1 Flash is on Ollama!
🔒 Hosted in the US and with zero data retention.
Fast coding and agentic workflows, with image understanding and a 1M-token context window.
Try it on Ollama Cloud:
ollama run minimax-m3.1-flash:cloud
Claude Code:
ollama launch claude --model minimax-m3.1-flash:cloud
Codex:
ollama launch codex -–model minimax-m3.1-flash:cloud
MiniMax M3.1 Flash: Space Performance + Bunny Speed
🚀🐰 Yes, Space Bunny - which has topped global leaderboards with 200T+ tokens - was an earlier version of M3.1 Flash.
💰Redefining the performance economics of agentic AI. M3.1 Flash achieves frontier-level intelligence across key tasks such as Cowork (Automation-Bench: 62%; ALE: 30%), Coding (DeepSWE: 74%) and Visual Reasoning (BabyVision: 91%), at 1/3 the cost of M3 and 3x the speed.
API pricing (flat rate): $0.15 / $0.60 per 1M input/output tokens, with cache reads at $0.015 / 1M tokens.
Model weights will arrive on Oct 23.
API: platform.minimax.io
M Plan: minimax.io/m-plan
MiniMax Code for desktop: agent.minimax.io/download
Vijaikumar Ramasamy retweeted
Indra OCR 1.1 is out now!
- 1M param main OCR model, 44 pages/s on CPU
- Within 4 points of 3.4B param DeepSeek OCR 2 on OmniParseBench
- 15x faster than Tesseract, and more accurate
- 80+ languages, plus handwriting
Vijaikumar Ramasamy retweeted
MiniMax M3.1 Flash: Space Performance + Bunny Speed
🚀🐰 Yes, Space Bunny - which has topped global leaderboards with 200T+ tokens - was an earlier version of M3.1 Flash.
💰Redefining the performance economics of agentic AI. M3.1 Flash achieves frontier-level intelligence across key tasks such as Cowork (Automation-Bench: 62%; ALE: 30%), Coding (DeepSWE: 74%) and Visual Reasoning (BabyVision: 91%), at 1/3 the cost of M3 and 3x the speed.
API pricing (flat rate): $0.15 / $0.60 per 1M input/output tokens, with cache reads at $0.015 / 1M tokens.
Model weights will arrive on Oct 23.
API: platform.minimax.io
M Plan: minimax.io/m-plan
MiniMax Code for desktop: agent.minimax.io/download
Vijaikumar Ramasamy retweeted
MYSURU, WE MADE HISTORY AGAIN! 🦚🏆 On 18 October, 3473 drones lit up the sky as BotLab Dynamics earned a Guinness World Record title with a magnificent dancing peacock at the Mysuru Dasara Drone Show!
The cheers, the pride, the people, this record belongs to Mysuru. ❤️
deepseek 4.1 flash 1017 designed soft close eddy current mechanism hinge for durable dustbin closing mechanism






























